From the source
Vercel describes how its v0 coding agent uses a dynamic system prompt, a streaming manipulation layer called LLM Suspense, and autofixers to reduce code generation errors.
The company states that LLMs in isolation produce errors as often as 10% of the time, and its composite pipeline can achieve a double-digit increase in success rates.


